diff --git a/Makefile b/Makefile
index 367f1f85..004464b1 100644
--- a/Makefile
+++ b/Makefile
@@ -1,5 +1,6 @@
 REGION?=asia-northeast1
 TRAINING_IMAGE_URI:=gcr.io/$(PROJECT_ID)/training:latest
+INDEXING_IMAGE_URI:=gcr.io/$(PROJECT_ID)/indexing:latest
 TEMPLATES_DIR:=templates
 
 # -------------------------------------
@@ -11,9 +12,16 @@ lint:
 	python -m mypy src/dense-retrieval/src --explicit-package-bases --namespace-packages
 	python -m mypy src/amazon-product-search/src --explicit-package-bases --namespace-packages
 	python -m mypy src/training/src --explicit-package-bases --namespace-packages
+	python -m mypy src/indexing/src --explicit-package-bases --namespace-packages
 
-.PHONY: build
-build:
+.PHONY: build_training
+build_training:
 	gcloud builds submit . \
 		--config=cloudbuild.yaml \
 		--substitutions=_DOCKERFILE=src/training/Dockerfile,_IMAGE=${TRAINING_IMAGE_URI}
+
+.PHONY: build_indexing
+build_indexing:
+	gcloud builds submit . \
+		--config=cloudbuild.yaml \
+		--substitutions=_DOCKERFILE=src/indexing/Dockerfile,_IMAGE=${INDEXING_IMAGE_URI}
diff --git a/src/amazon-product-search/Dockerfile.indexing b/src/amazon-product-search/Dockerfile.indexing
deleted file mode 100644
index 83591ac5..00000000
--- a/src/amazon-product-search/Dockerfile.indexing
+++ /dev/null
@@ -1,18 +0,0 @@
-ARG PYTHON_VERSION=3.12
-ARG BEAM_VERSION=2.49.0
-
-FROM apache/beam_python${PYTHON_VERSION}_sdk:${BEAM_VERSION}
-
-ENV PYTHONPATH src:
-ENV WORKDIR /app/
-
-WORKDIR $WORKDIR
-
-COPY pyproject.toml poetry.lock $WORKDIR
-COPY src src
-
-RUN pip install --upgrade pip && \
-    pip install -U poetry --no-cache-dir
-RUN poetry config virtualenvs.create false && \
-    poetry install --without dev --no-interaction --no-ansi
-RUN python -m unidic download
diff --git a/src/amazon-product-search/README.md b/src/amazon-product-search/README.md
index 22f6a3df..c2fadc65 100644
--- a/src/amazon-product-search/README.md
+++ b/src/amazon-product-search/README.md
@@ -25,18 +25,3 @@ Clone https://github.com/amazon-science/esci-data and copy `esci-data/shopping_q
 ```shell
 $ poetry run inv data.merge-and-split
 ```
-
-## Index Products
-
-This project involves indexing products into search engines. If you'd like to test it on your own machine, you can start by launching Elasticsearch or Vespa locally. Then, execute the document indexing pipeline against the created index.
-
-```shell
-$ docker compose --profile elasticsearch up
-$ poetry run inv es.create-index --index-name=products_jp
-$ poetry run inv indexing.feed \
-  --index-name=products_jp \
-  --locale=jp \
-  --dest=es \
-  --dest-host=http://localhost:9200 \
-  --nrows=10
-```
diff --git a/src/amazon-product-search/cloudbuild.yaml b/src/amazon-product-search/cloudbuild.yaml
deleted file mode 100644
index 527c60d0..00000000
--- a/src/amazon-product-search/cloudbuild.yaml
+++ /dev/null
@@ -1,12 +0,0 @@
-steps:
-  - name: gcr.io/cloud-builders/docker
-    args:
-      - build
-      - -f
-      - $_DOCKERFILE
-      - -t
-      - $_IMAGE
-      - .
-
-images:
-  - $_IMAGE
diff --git a/src/amazon-product-search/poetry.lock b/src/amazon-product-search/poetry.lock
index c08ab29d..78912bb4 100644
--- a/src/amazon-product-search/poetry.lock
+++ b/src/amazon-product-search/poetry.lock
@@ -181,94 +181,6 @@ doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphin
 test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
 trio = ["trio (>=0.23)"]
 
-[[package]]
-name = "apache-beam"
-version = "2.50.0"
-description = "Apache Beam SDK for Python"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "apache-beam-2.50.0.zip", hash = "sha256:dcce384078c6ad7667da3bf11b19a82fcd54d1bb53e07f81ec5ca818047ad710"},
-    {file = "apache_beam-2.50.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:39204aff195f7aeb4ed9630393b408db272666ac5bb00f55125d4d259cb8cf78"},
-    {file = "apache_beam-2.50.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a6348382aea68344ad8b4ec62ff0e59f07a1345db75728b9d83ed25047090c86"},
-    {file = "apache_beam-2.50.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a045dceaffa2d429604579355e9e9410612f717830262f2186f55223ef3ecc96"},
-    {file = "apache_beam-2.50.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:267c817e93ab70557533f888c8485c056e046bf9586419834978b0e30bb53012"},
-    {file = "apache_beam-2.50.0-cp310-cp310-win32.whl", hash = "sha256:4dd1eb659025a1c89c24c366e39613fe63e485d9db1e40d8a7f8862bacc12847"},
-    {file = "apache_beam-2.50.0-cp310-cp310-win_amd64.whl", hash = "sha256:ef2ecc6d79e63564f490ce7368b2608b3d9a9cbfcf64c8139029da05b7c89a09"},
-    {file = "apache_beam-2.50.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d0c76f674ea6e90c84c348885bb6bfabf30b83d18bfa7e1406d5aab9f49ce208"},
-    {file = "apache_beam-2.50.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4d72ec255f4d6392edc58a2afc1048d5ec445bb6422b96ee9a66a91bc390b6cb"},
-    {file = "apache_beam-2.50.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a6ebe43c0d02f2dea98f4c1c15e905e1bab8963f99e3e31180be17af1c45ee2d"},
-    {file = "apache_beam-2.50.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2368ab6cd65fd25513bad56a9166953589f7c569bd6a00914091955a19798114"},
-    {file = "apache_beam-2.50.0-cp311-cp311-win32.whl", hash = "sha256:b3d47d86755689d52327f208498f425bf6aba770763e7282fc0acb0166270b33"},
-    {file = "apache_beam-2.50.0-cp311-cp311-win_amd64.whl", hash = "sha256:221e3d286f62ad46a5dd58e04de634a0553404249f4ddeecd6be69ecc6d84926"},
-    {file = "apache_beam-2.50.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:a937e8c5add7fb0cfa4cd6f2d01af1c274f84976be83c045b9ef3bb83d900391"},
-    {file = "apache_beam-2.50.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4ac9f8de7fbadbe4aae3292ce73e06c5f239dfc178831f1c8263c22197a80bba"},
-    {file = "apache_beam-2.50.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:cd6370689963a44eeb5e946904d6cd03cec674a8ed0a5af20b3c30c647e564e8"},
-    {file = "apache_beam-2.50.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a9c08f6dcbb0918d0c3a6d4c7acf5310cc7876c23bdc9512a117d0450c436f92"},
-    {file = "apache_beam-2.50.0-cp38-cp38-win32.whl", hash = "sha256:a957dd96b4db0099958c10d6e9c18669e130fa8359341e31c441f6899a57b939"},
-    {file = "apache_beam-2.50.0-cp38-cp38-win_amd64.whl", hash = "sha256:ae6ed762120f27df2d26620f517a771f55cad89697df521f7f14b8ad0af8451d"},
-    {file = "apache_beam-2.50.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:55cacb52402c51f3836ee6e7e478ff8b82224b30171c3003cdd7e4698ad34eac"},
-    {file = "apache_beam-2.50.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9850d998a6d80c9989a0a0297c96b1e47ee281a3e9e7577f0a301b83ab193d6e"},
-    {file = "apache_beam-2.50.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1a811e10929f8c320e562c4071eebe33923d047ae897e2c1017c146c7ea1faca"},
-    {file = "apache_beam-2.50.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d8624a058ad615ff434bf63fac3cb98e777d4a51d6b03c282dfd912313d3a018"},
-    {file = "apache_beam-2.50.0-cp39-cp39-win32.whl", hash = "sha256:dd0b6e4483305d230ee7f7af8d1044256cd5b1aa832085f9898da31bf0cb2e80"},
-    {file = "apache_beam-2.50.0-cp39-cp39-win_amd64.whl", hash = "sha256:62db20b3b3e4920c13abd4379d42666b4c3eab217c1b7d3855dae4deb99d240b"},
-]
-
-[package.dependencies]
-cachetools = {version = ">=3.1.0,<6", optional = true, markers = "extra == \"gcp\""}
-cloudpickle = ">=2.2.1,<2.3.0"
-crcmod = ">=1.7,<2.0"
-dill = ">=0.3.1.1,<0.3.2"
-fastavro = ">=0.23.6,<2"
-fasteners = ">=0.3,<1.0"
-google-api-core = {version = ">=2.0.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-apitools = {version = ">=0.5.31,<0.5.32", optional = true, markers = "extra == \"gcp\""}
-google-auth = {version = ">=1.18.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-auth-httplib2 = {version = ">=0.1.0,<0.2.0", optional = true, markers = "extra == \"gcp\""}
-google-cloud-aiplatform = {version = ">=1.26.0,<2.0", optional = true, markers = "extra == \"gcp\""}
-google-cloud-bigquery = {version = ">=2.0.0,<4", optional = true, markers = "extra == \"gcp\""}
-google-cloud-bigquery-storage = {version = ">=2.6.3,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-bigtable = {version = ">=2.19.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-core = {version = ">=2.0.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-datastore = {version = ">=2.0.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-dlp = {version = ">=3.0.0,<4", optional = true, markers = "extra == \"gcp\""}
-google-cloud-language = {version = ">=2.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-pubsub = {version = ">=2.1.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-pubsublite = {version = ">=1.2.0,<2", optional = true, markers = "extra == \"gcp\""}
-google-cloud-recommendations-ai = {version = ">=0.1.0,<0.11.0", optional = true, markers = "extra == \"gcp\""}
-google-cloud-spanner = {version = ">=3.0.0,<4", optional = true, markers = "extra == \"gcp\""}
-google-cloud-videointelligence = {version = ">=2.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-vision = {version = ">=2,<4", optional = true, markers = "extra == \"gcp\""}
-grpcio = ">=1.33.1,<1.48.0 || >1.48.0,<2"
-hdfs = ">=2.1.0,<3.0.0"
-httplib2 = ">=0.8,<0.23.0"
-numpy = ">=1.14.3,<1.25.0"
-objsize = ">=0.6.1,<0.7.0"
-orjson = "<4.0"
-proto-plus = ">=1.7.1,<2"
-protobuf = ">=3.20.3,<4.24.0"
-pyarrow = ">=3.0.0,<12.0.0"
-pydot = ">=1.2.0,<2"
-pymongo = ">=3.8.0,<5.0.0"
-python-dateutil = ">=2.8.0,<3"
-pytz = ">=2018.3"
-regex = ">=2020.6.8"
-requests = ">=2.24.0,<3.0.0"
-typing-extensions = ">=3.7.0"
-zstandard = ">=0.18.0,<1"
-
-[package.extras]
-aws = ["boto3 (>=1.9,<2)"]
-azure = ["azure-core (>=1.7.0,<2)", "azure-identity (>=1.12.0,<2)", "azure-storage-blob (>=12.3.2,<13)"]
-dask = ["dask (>=2022.6)", "distributed (>=2022.6)"]
-dataframe = ["pandas (>=1.4.3,!=1.5.0,!=1.5.1,<1.6)"]
-docs = ["Sphinx (>=1.5.2,<2.0)", "docutils (==0.17.1)", "pandas (<2.0.0)"]
-gcp = ["cachetools (>=3.1.0,<6)", "google-api-core (>=2.0.0,<3)", "google-apitools (>=0.5.31,<0.5.32)", "google-auth (>=1.18.0,<3)", "google-auth-httplib2 (>=0.1.0,<0.2.0)", "google-cloud-aiplatform (>=1.26.0,<2.0)", "google-cloud-bigquery (>=2.0.0,<4)", "google-cloud-bigquery-storage (>=2.6.3,<3)", "google-cloud-bigtable (>=2.19.0,<3)", "google-cloud-core (>=2.0.0,<3)", "google-cloud-datastore (>=2.0.0,<3)", "google-cloud-dlp (>=3.0.0,<4)", "google-cloud-language (>=2.0,<3)", "google-cloud-pubsub (>=2.1.0,<3)", "google-cloud-pubsublite (>=1.2.0,<2)", "google-cloud-recommendations-ai (>=0.1.0,<0.11.0)", "google-cloud-spanner (>=3.0.0,<4)", "google-cloud-videointelligence (>=2.0,<3)", "google-cloud-vision (>=2,<4)"]
-interactive = ["facets-overview (>=1.1.0,<2)", "google-cloud-dataproc (>=5.0.0,<6)", "ipykernel (>=6,<7)", "ipython (>=8,<9)", "ipywidgets (>=8,<9)", "jupyter-client (>=6.1.11,!=6.1.13,<8.2.1)", "nbconvert (>=6.2.0,<8)", "nbformat (>=5.0.5,<6)", "pandas (>=1.4.3,!=1.5.0,!=1.5.1,<1.6)", "timeloop (>=1.0.2,<2)"]
-interactive-test = ["chromedriver-binary (>=100,<114)", "needle (>=0.5.0,<1)", "pillow (>=7.1.1,<10)"]
-test = ["cryptography (>=41.0.2)", "freezegun (>=0.3.12)", "hypothesis (>5.0.0,<=7.0.0)", "joblib (>=1.0.1)", "mock (>=1.0.1,<6.0.0)", "pandas (<2.0.0)", "parameterized (>=0.7.1,<0.10.0)", "psycopg2-binary (>=2.8.5,<3.0.0)", "pyhamcrest (>=1.9,!=1.10.0,<3.0.0)", "pytest (>=7.1.2,<8.0)", "pytest-timeout (>=2.1.0,<3)", "pytest-xdist (>=2.5.0,<4)", "pyyaml (>=3.12,<7.0.0)", "requests-mock (>=1.7,<2.0)", "scikit-learn (>=0.20.0)", "sqlalchemy (>=1.3,<2.0)", "tenacity (>=8.0.0,<9)", "testcontainers[mysql] (>=3.0.3,<4.0.0)"]
-
 [[package]]
 name = "attrs"
 version = "23.2.0"
@@ -473,17 +385,6 @@ files = [
     {file = "charset_normalizer-3.3.2-py3-none-any.whl", hash = "sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc"},
 ]
 
-[[package]]
-name = "cloudpickle"
-version = "2.2.1"
-description = "Extended pickling support for Python objects"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "cloudpickle-2.2.1-py3-none-any.whl", hash = "sha256:61f594d1f4c295fa5cd9014ceb3a1fc4a70b0de1164b94fbc2d854ccba056f9f"},
-    {file = "cloudpickle-2.2.1.tar.gz", hash = "sha256:d89684b8de9e34a2a43b3460fbca07d09d6e25ce858df4d5a44240403b6178f5"},
-]
-
 [[package]]
 name = "cmake"
 version = "3.28.4"
@@ -622,16 +523,6 @@ files = [
 [package.extras]
 toml = ["tomli"]
 
-[[package]]
-name = "crcmod"
-version = "1.7"
-description = "CRC Generator"
-optional = false
-python-versions = "*"
-files = [
-    {file = "crcmod-1.7.tar.gz", hash = "sha256:dc7051a0db5f2bd48665a990d3ec1cc305a466a77358ca4492826f41f283601e"},
-]
-
 [[package]]
 name = "cryptography"
 version = "42.0.5"
@@ -719,7 +610,7 @@ name = "dense-retrieval"
 version = "0.1.0"
 description = ""
 optional = false
-python-versions = "^3.11"
+python-versions = "~3.11"
 files = []
 develop = true
 
@@ -742,36 +633,6 @@ unidic-lite = "^1.0.8"
 type = "directory"
 url = "../dense-retrieval"
 
-[[package]]
-name = "deprecated"
-version = "1.2.14"
-description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"},
-    {file = "Deprecated-1.2.14.tar.gz", hash = "sha256:e5323eb936458dccc2582dc6f9c322c852a775a27065ff2b0c4970b9d53d01b3"},
-]
-
-[package.dependencies]
-wrapt = ">=1.10,<2"
-
-[package.extras]
-dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
-
-[[package]]
-name = "dill"
-version = "0.3.1.1"
-description = "serialize all of python"
-optional = false
-python-versions = ">=2.6, !=3.0.*"
-files = [
-    {file = "dill-0.3.1.1.tar.gz", hash = "sha256:42d8ef819367516592a825746a18073ced42ca169ab1f5f4044134703e7a049c"},
-]
-
-[package.extras]
-graph = ["objgraph (>=1.7.2)"]
-
 [[package]]
 name = "distro"
 version = "1.9.0"
@@ -783,26 +644,6 @@ files = [
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
 ]
 
-[[package]]
-name = "dnspython"
-version = "2.6.1"
-description = "DNS toolkit"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "dnspython-2.6.1-py3-none-any.whl", hash = "sha256:5ef3b9680161f6fa89daf8ad451b5f1a33b18ae8a1c6778cdf4b43f08c0a6e50"},
-    {file = "dnspython-2.6.1.tar.gz", hash = "sha256:e8f0f9c23a7b7cb99ded64e6c3a6f3e701d78f50c55e002b839dea7225cff7cc"},
-]
-
-[package.extras]
-dev = ["black (>=23.1.0)", "coverage (>=7.0)", "flake8 (>=7)", "mypy (>=1.8)", "pylint (>=3)", "pytest (>=7.4)", "pytest-cov (>=4.1.0)", "sphinx (>=7.2.0)", "twine (>=4.0.0)", "wheel (>=0.42.0)"]
-dnssec = ["cryptography (>=41)"]
-doh = ["h2 (>=4.1.0)", "httpcore (>=1.0.0)", "httpx (>=0.26.0)"]
-doq = ["aioquic (>=0.9.25)"]
-idna = ["idna (>=3.6)"]
-trio = ["trio (>=0.23)"]
-wmi = ["wmi (>=1.5.1)"]
-
 [[package]]
 name = "docker"
 version = "7.0.0"
@@ -824,27 +665,6 @@ urllib3 = ">=1.26.0"
 ssh = ["paramiko (>=2.4.3)"]
 websockets = ["websocket-client (>=1.3.0)"]
 
-[[package]]
-name = "docopt"
-version = "0.6.2"
-description = "Pythonic argument parser, that will make you smile"
-optional = false
-python-versions = "*"
-files = [
-    {file = "docopt-0.6.2.tar.gz", hash = "sha256:49b3a825280bd66b3aa83585ef59c4a8c82f2c8a522dbe754a8bc8d08c85c491"},
-]
-
-[[package]]
-name = "docstring-parser"
-version = "0.16"
-description = "Parse Python docstrings in reST, Google and Numpydoc format"
-optional = false
-python-versions = ">=3.6,<4.0"
-files = [
-    {file = "docstring_parser-0.16-py3-none-any.whl", hash = "sha256:bf0a1387354d3691d102edef7ec124f219ef639982d096e26e3b60aeffa90637"},
-    {file = "docstring_parser-0.16.tar.gz", hash = "sha256:538beabd0af1e2db0146b6bd3caa526c35a34d61af9fd2887f3a8a27a739aa6e"},
-]
-
 [[package]]
 name = "elastic-transport"
 version = "8.12.0"
@@ -881,63 +701,6 @@ elastic-transport = ">=8,<9"
 async = ["aiohttp (>=3,<4)"]
 requests = ["requests (>=2.4.0,<3.0.0)"]
 
-[[package]]
-name = "fastavro"
-version = "1.9.4"
-description = "Fast read/write of AVRO files"
-optional = false
-python-versions = ">=3.8"
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@@ -1233,21 +975,6 @@ pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
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@@ -1266,53 +993,6 @@ requests-oauthlib = ">=0.7.0"
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 [[package]]
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 name = "google-cloud-core"
 version = "2.4.1"
@@ -1407,161 +1045,6 @@ google-auth = ">=1.25.0,<3.0dev"
 [package.extras]
 grpc = ["grpcio (>=1.38.0,<2.0dev)", "grpcio-status (>=1.38.0,<2.0.dev0)"]
 
-[[package]]
-name = "google-cloud-datastore"
-version = "2.19.0"
-description = "Google Cloud Datastore API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google-cloud-datastore-2.19.0.tar.gz", hash = "sha256:07fc5870a0261f25466c557c134df95a96dfd2537abd088b9d537fbabe99b974"},
-    {file = "google_cloud_datastore-2.19.0-py2.py3-none-any.whl", hash = "sha256:c52086670d4c3779ea7bd8f8353b093a9b5e81c6606f36ffcdf46e6ce9fc80c0"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.0,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-cloud-core = ">=1.4.0,<3.0.0dev"
-proto-plus = {version = ">=1.22.2,<2.0.0dev", markers = "python_version >= \"3.11\""}
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
-
-[package.extras]
-libcst = ["libcst (>=0.2.5)"]
-
-[[package]]
-name = "google-cloud-dlp"
-version = "3.16.0"
-description = "Google Cloud Dlp API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google-cloud-dlp-3.16.0.tar.gz", hash = "sha256:0d69a1f7a5ef88756c99e56b8af4c39eae40d2106883f0e2794c5cb3642696d5"},
-    {file = "google_cloud_dlp-3.16.0-py2.py3-none-any.whl", hash = "sha256:0a1a008cb95a31f29e19dc7a822c4fd27b28dc941164e7bd6034170fd486e55b"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
-
-[[package]]
-name = "google-cloud-language"
-version = "2.13.3"
-description = "Google Cloud Language API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google-cloud-language-2.13.3.tar.gz", hash = "sha256:569d35260af906de25b8e2a76b6364e05809b8453afd89da738d4a4fcb90846f"},
-    {file = "google_cloud_language-2.13.3-py2.py3-none-any.whl", hash = "sha256:b060de20d8ed2b20b7b7ebd8a46ae240df36c9977db383db5155276d2b1f6b9a"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
-
-[[package]]
-name = "google-cloud-pubsub"
-version = "2.20.3"
-description = "Google Cloud Pub/Sub API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google-cloud-pubsub-2.20.3.tar.gz", hash = "sha256:76af0f179509e431d2bbe3f51f426256783dc959b8f458c1370cb19d6f7be0b1"},
-    {file = "google_cloud_pubsub-2.20.3-py2.py3-none-any.whl", hash = "sha256:d9ae1e812800208492afa1a35ec194637600cd1c27eca382bd80aa1d4a168ffa"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.0,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<3.0.0dev"
-grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
-grpcio = ">=1.51.3,<2.0dev"
-grpcio-status = ">=1.33.2"
-proto-plus = {version = ">=1.22.2,<2.0.0dev", markers = "python_version >= \"3.11\""}
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
-
-[package.extras]
-libcst = ["libcst (>=0.3.10)"]
-
-[[package]]
-name = "google-cloud-pubsublite"
-version = "1.9.0"
-description = "Google Cloud Pubsublite API client library"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "google-cloud-pubsublite-1.9.0.tar.gz", hash = "sha256:fd4578b9ed0eaa49e0fe8a6165bc22cdb60bcbbcc84980b2cc9c4193930cd30f"},
-    {file = "google_cloud_pubsublite-1.9.0-py2.py3-none-any.whl", hash = "sha256:18c9e8ddfb13457dd727e324d48c7962b0a175783550a02d0a0f86b5d17dc460"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.33.2,<2.0.dev0 || >=2.8.dev0,<3.0.0dev", extras = ["grpc"]}
-google-cloud-pubsub = ">=2.10.0,<3.0.0dev"
-grpcio = ">=1.38.1,<2.0.0dev"
-grpcio-status = ">=1.38.1,<2.0.0dev"
-overrides = ">=6.0.1,<8.0.0"
-
-[[package]]
-name = "google-cloud-recommendations-ai"
-version = "0.10.10"
-description = "Google Cloud Recommendations Ai API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google-cloud-recommendations-ai-0.10.10.tar.gz", hash = "sha256:afe9dc25dea2a12a5691f6dff05b9e26c7e2ab4c72959abb26f7a6a0a84afccb"},
-    {file = "google_cloud_recommendations_ai-0.10.10-py2.py3-none-any.whl", hash = "sha256:5ca41d9b80af42290535e7f0d8c7b44e63a8091fdf6d760c38a97db8a48ab444"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
-
-[[package]]
-name = "google-cloud-resource-manager"
-version = "1.12.3"
-description = "Google Cloud Resource Manager API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google-cloud-resource-manager-1.12.3.tar.gz", hash = "sha256:809851824119834e4f2310b2c4f38621c1d16b2bb14d5b9f132e69c79d355e7f"},
-    {file = "google_cloud_resource_manager-1.12.3-py2.py3-none-any.whl", hash = "sha256:92be7d6959927b76d90eafc4028985c37975a46ded5466a018f02e8649e113d4"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
-
-[[package]]
-name = "google-cloud-spanner"
-version = "3.44.0"
-description = "Google Cloud Spanner API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google-cloud-spanner-3.44.0.tar.gz", hash = "sha256:353cc0b06fd4567d81c4fc14c44fd99d7aa4080f4bc21983468ab72ddb2d2c8a"},
-    {file = "google_cloud_spanner-3.44.0-py2.py3-none-any.whl", hash = "sha256:5b7f19b1afdd472276df2b80f877c3bc13da3b945daf44b9d07f42fb2f4caba3"},
-]
-
-[package.dependencies]
-deprecated = ">=1.2.14"
-google-api-core = {version = ">=1.34.0,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-cloud-core = ">=1.4.4,<3.0dev"
-grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
-grpc-interceptor = ">=0.15.4"
-proto-plus = {version = ">=1.22.2,<2.0.0dev", markers = "python_version >= \"3.11\""}
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
-sqlparse = ">=0.4.4"
-
-[package.extras]
-libcst = ["libcst (>=0.2.5)"]
-tracing = ["opentelemetry-api (>=1.1.0)", "opentelemetry-instrumentation (>=0.20b0,<0.23dev)", "opentelemetry-sdk (>=1.1.0)"]
-
 [[package]]
 name = "google-cloud-storage"
 version = "2.16.0"
@@ -1584,40 +1067,6 @@ requests = ">=2.18.0,<3.0.0dev"
 [package.extras]
 protobuf = ["protobuf (<5.0.0dev)"]
 
-[[package]]
-name = "google-cloud-videointelligence"
-version = "2.13.3"
-description = "Google Cloud Videointelligence API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google-cloud-videointelligence-2.13.3.tar.gz", hash = "sha256:1460721d8120661c477c01af0edd3db03845857f52146a4a39f16b4acfb36f6d"},
-    {file = "google_cloud_videointelligence-2.13.3-py2.py3-none-any.whl", hash = "sha256:2eddfc42c4ef60378b638a5f4dfe466fadefae5cd6b1134eee377b5937be2c9e"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
-
-[[package]]
-name = "google-cloud-vision"
-version = "3.7.2"
-description = "Google Cloud Vision API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google-cloud-vision-3.7.2.tar.gz", hash = "sha256:044330ad618c810333ff2296cd27ffd145f249638d1b35b270de6b460b00e8d2"},
-    {file = "google_cloud_vision-3.7.2-py2.py3-none-any.whl", hash = "sha256:a313088fcd9c016af0427c2447eea1ad01bc192ca4cc33babaace1be587bbf75"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
-
 [[package]]
 name = "google-crc32c"
 version = "1.5.0"
@@ -1728,7 +1177,6 @@ files = [
 ]
 
 [package.dependencies]
-grpcio = {version = ">=1.44.0,<2.0.0.dev0", optional = true, markers = "extra == \"grpc\""}
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0.dev0"
 
 [package.extras]
@@ -1805,39 +1253,6 @@ files = [
 docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil"]
 
-[[package]]
-name = "grpc-google-iam-v1"
-version = "0.13.0"
-description = "IAM API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "grpc-google-iam-v1-0.13.0.tar.gz", hash = "sha256:fad318608b9e093258fbf12529180f400d1c44453698a33509cc6ecf005b294e"},
-    {file = "grpc_google_iam_v1-0.13.0-py2.py3-none-any.whl", hash = "sha256:53902e2af7de8df8c1bd91373d9be55b0743ec267a7428ea638db3775becae89"},
-]
-
-[package.dependencies]
-googleapis-common-protos = {version = ">=1.56.0,<2.0.0dev", extras = ["grpc"]}
-grpcio = ">=1.44.0,<2.0.0dev"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<5.0.0dev"
-
-[[package]]
-name = "grpc-interceptor"
-version = "0.15.4"
-description = "Simplifies gRPC interceptors"
-optional = false
-python-versions = ">=3.7,<4.0"
-files = [
-    {file = "grpc-interceptor-0.15.4.tar.gz", hash = "sha256:1f45c0bcb58b6f332f37c637632247c9b02bc6af0fdceb7ba7ce8d2ebbfb0926"},
-    {file = "grpc_interceptor-0.15.4-py3-none-any.whl", hash = "sha256:0035f33228693ed3767ee49d937bac424318db173fef4d2d0170b3215f254d9d"},
-]
-
-[package.dependencies]
-grpcio = ">=1.49.1,<2.0.0"
-
-[package.extras]
-testing = ["protobuf (>=4.21.9)"]
-
 [[package]]
 name = "grpcio"
 version = "1.62.1"
@@ -1931,26 +1346,6 @@ files = [
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
 ]
 
-[[package]]
-name = "hdfs"
-version = "2.7.3"
-description = "HdfsCLI: API and command line interface for HDFS."
-optional = false
-python-versions = "*"
-files = [
-    {file = "hdfs-2.7.3.tar.gz", hash = "sha256:752a21e43f82197dce43697c73f454ba490838108c73a57a9247efb66d1c0479"},
-]
-
-[package.dependencies]
-docopt = "*"
-requests = ">=2.7.0"
-six = ">=1.9.0"
-
-[package.extras]
-avro = ["fastavro (>=0.21.19)"]
-dataframe = ["fastavro (>=0.21.19)", "pandas (>=0.14.1)"]
-kerberos = ["requests-kerberos (>=0.7.0)"]
-
 [[package]]
 name = "httpcore"
 version = "1.0.4"
@@ -1972,20 +1367,6 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 trio = ["trio (>=0.22.0,<0.25.0)"]
 
-[[package]]
-name = "httplib2"
-version = "0.22.0"
-description = "A comprehensive HTTP client library."
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "httplib2-0.22.0-py3-none-any.whl", hash = "sha256:14ae0a53c1ba8f3d37e9e27cf37eabb0fb9980f435ba405d546948b009dd64dc"},
-    {file = "httplib2-0.22.0.tar.gz", hash = "sha256:d7a10bc5ef5ab08322488bde8c726eeee5c8618723fdb399597ec58f3d82df81"},
-]
-
-[package.dependencies]
-pyparsing = {version = ">=2.4.2,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.0.2 || >3.0.2,<3.0.3 || >3.0.3,<4", markers = "python_version > \"3.0\""}
-
 [[package]]
 name = "httpx"
 version = "0.27.0"
@@ -2723,24 +2104,6 @@ files = [
 setuptools = "*"
 wheel = "*"
 
-[[package]]
-name = "oauth2client"
-version = "4.1.3"
-description = "OAuth 2.0 client library"
-optional = false
-python-versions = "*"
-files = [
-    {file = "oauth2client-4.1.3-py2.py3-none-any.whl", hash = "sha256:b8a81cc5d60e2d364f0b1b98f958dbd472887acaf1a5b05e21c28c31a2d6d3ac"},
-    {file = "oauth2client-4.1.3.tar.gz", hash = "sha256:d486741e451287f69568a4d26d70d9acd73a2bbfa275746c535b4209891cccc6"},
-]
-
-[package.dependencies]
-httplib2 = ">=0.9.1"
-pyasn1 = ">=0.1.7"
-pyasn1-modules = ">=0.0.5"
-rsa = ">=3.1.4"
-six = ">=1.6.1"
-
 [[package]]
 name = "oauthlib"
 version = "3.2.2"
@@ -2757,20 +2120,6 @@ rsa = ["cryptography (>=3.0.0)"]
 signals = ["blinker (>=1.4.0)"]
 signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
-[[package]]
-name = "objsize"
-version = "0.6.1"
-description = "Traversal over Python's objects subtree and calculate the total size of the subtree in bytes (deep size)."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "objsize-0.6.1-py3-none-any.whl", hash = "sha256:807dde91898f93b2308be4cfca3e863f689f578a81a4d75da6bb184e6c5f105d"},
-    {file = "objsize-0.6.1.tar.gz", hash = "sha256:56482d468acdc445c7da05a56e5b05ad38e5c0a27a761b5d8c538df494e19d2a"},
-]
-
-[package.extras]
-dev = ["black", "bumpver", "coveralls", "isort", "pip-tools", "pytest", "pytest-cov"]
-
 [[package]]
 name = "onnx"
 version = "1.15.0"
@@ -2904,76 +2253,6 @@ document = ["ase", "cmaes (>=0.10.0)", "fvcore", "lightgbm", "matplotlib (!=3.6.
 optional = ["boto3", "cmaes (>=0.10.0)", "google-cloud-storage", "matplotlib (!=3.6.0)", "pandas", "plotly (>=4.9.0)", "redis", "scikit-learn (>=0.24.2)", "scipy", "torch"]
 test = ["coverage", "fakeredis[lua]", "kaleido", "moto", "pytest", "scipy (>=1.9.2)", "torch"]
 
-[[package]]
-name = "orjson"
-version = "3.9.15"
-description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
-optional = false
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-]
-
-[package.dependencies]
-cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\""}
-
-[package.extras]
-cffi = ["cffi (>=1.11)"]
-
 [metadata]
 lock-version = "2.0"
-python-versions = "3.11.8"
-content-hash = "155e5c2d9a9f74d58b263c3f6af76faf60e85a77394b229c917aeba5406de6ea"
+python-versions = "~3.11"
+content-hash = "53d73d78a48165de6086ccffd2ade597c69da16c16795a281db2b44297754319"
diff --git a/src/amazon-product-search/pyproject.toml b/src/amazon-product-search/pyproject.toml
index 22992016..dd3d9389 100644
--- a/src/amazon-product-search/pyproject.toml
+++ b/src/amazon-product-search/pyproject.toml
@@ -5,9 +5,8 @@ description = ""
 authors = ["rejasupotaro"]
 
 [tool.poetry.dependencies]
-python = "3.11.8"
+python = "~3.11"
 pandas = "^1.5.0"
-apache-beam = {version = "2.50.0", extras = ["gcp"]}
 fugashi = {extras = ["unidic"], version = "^1.2.0"}
 ipadic = "^1.0.0"
 elasticsearch = "8.12.1"
diff --git a/src/amazon-product-search/tasks/__init__.py b/src/amazon-product-search/tasks/__init__.py
index 2e16c0ff..a347daa9 100644
--- a/src/amazon-product-search/tasks/__init__.py
+++ b/src/amazon-product-search/tasks/__init__.py
@@ -3,7 +3,6 @@
 from tasks import (
     data_tasks,
     es_tasks,
-    indexing_tasks,
     model_tasks,
     synonyms_tasks,
     vespa_tasks,
@@ -20,7 +19,6 @@ def verify(c):
 ns.add_task(verify)
 ns.add_collection(Collection.from_module(data_tasks, name="data"))
 ns.add_collection(Collection.from_module(es_tasks, name="es"))
-ns.add_collection(Collection.from_module(indexing_tasks, name="indexing"))
 ns.add_collection(Collection.from_module(model_tasks, name="model"))
 ns.add_collection(Collection.from_module(synonyms_tasks, name="synonyms"))
 ns.add_collection(Collection.from_module(vespa_tasks, name="vespa"))
diff --git a/src/dense-retrieval/poetry.lock b/src/dense-retrieval/poetry.lock
index bf709cf6..3aba6430 100644
--- a/src/dense-retrieval/poetry.lock
+++ b/src/dense-retrieval/poetry.lock
@@ -2432,5 +2432,5 @@ multidict = ">=4.0"
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.11"
-content-hash = "8eac7fc55ea3be807fe75f8ca734f7ed7455d3d4302f85aa6ac5e0a5c32299da"
+python-versions = "~3.11"
+content-hash = "4706c5c8ee5263f062fad579309665cc5cc672039b5859beb63784ebac661357"
diff --git a/src/dense-retrieval/pyproject.toml b/src/dense-retrieval/pyproject.toml
index 9753e254..306a3bcb 100644
--- a/src/dense-retrieval/pyproject.toml
+++ b/src/dense-retrieval/pyproject.toml
@@ -5,7 +5,7 @@ description = ""
 authors = ["rejasupotaro"]
 
 [tool.poetry.dependencies]
-python = "^3.11"
+python = "~3.11"
 pandas = "^1.5.0"
 pytest = "^7.3.1"
 transformers = "^4.28.1"
diff --git a/src/indexing/Dockerfile b/src/indexing/Dockerfile
new file mode 100644
index 00000000..66e77116
--- /dev/null
+++ b/src/indexing/Dockerfile
@@ -0,0 +1,30 @@
+ARG PYTHON_VERSION=3.11
+ARG BEAM_VERSION=2.49.0
+
+FROM apache/beam_python${PYTHON_VERSION}_sdk:${BEAM_VERSION}
+
+ENV PYTHONPATH src:
+
+WORKDIR /app/src/dense-retrieval
+
+COPY src/dense-retrieval/pyproject.toml pyproject.toml
+COPY src/dense-retrieval/poetry.lock poetry.lock
+COPY src/dense-retrieval/src src
+
+WORKDIR /app/src/amazon-product-search
+
+COPY src/amazon-product-search/pyproject.toml pyproject.toml
+COPY src/amazon-product-search/poetry.lock poetry.lock
+COPY src/amazon-product-search/src src
+
+WORKDIR /app/src/indexing
+
+COPY src/indexing/pyproject.toml pyproject.toml
+COPY src/indexing/poetry.lock poetry.lock
+COPY src/indexing/src src
+
+RUN pip install --upgrade pip && \
+    pip install -U poetry --no-cache-dir
+RUN poetry config virtualenvs.create false && \
+    poetry install --without dev --no-interaction --no-ansi
+RUN python -m unidic download
diff --git a/src/indexing/README.md b/src/indexing/README.md
new file mode 100644
index 00000000..67d1efed
--- /dev/null
+++ b/src/indexing/README.md
@@ -0,0 +1,34 @@
+# Indexing - Amazon Product Search
+
+## Installation
+
+```shell
+$ pyenv install 3.11.8
+$ pyenv local 3.11.8
+$ pip install poetry
+$ poetry env use python
+$ poetry install
+```
+
+The following libraries are necessary for Japanese text processing.
+
+```shell
+# For macOS
+$ brew install mecab mecab-ipadic
+$ poetry run python -m unidic download
+```
+
+## Index Products
+
+This project involves indexing products into search engines. If you'd like to test it on your own machine, you can start by launching Elasticsearch or Vespa locally. Then, execute the document indexing pipeline against the created index.
+
+```shell
+$ docker compose --profile elasticsearch up
+$ poetry run inv es.create-index --index-name=products_jp
+$ poetry run inv indexing.feed \
+  --index-name=products_jp \
+  --locale=jp \
+  --dest=es \
+  --dest-host=http://localhost:9200 \
+  --nrows=10
+```
diff --git a/src/indexing/poetry.lock b/src/indexing/poetry.lock
new file mode 100644
index 00000000..bf093348
--- /dev/null
+++ b/src/indexing/poetry.lock
@@ -0,0 +1,5143 @@
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+
+[[package]]
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+]
+
+[[package]]
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+python-versions = ">=3.8"
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+    {file = "zstandard-0.22.0-cp39-cp39-win_amd64.whl", hash = "sha256:e9e9d4e2e336c529d4c435baad846a181e39a982f823f7e4495ec0b0ec8538d2"},
+    {file = "zstandard-0.22.0.tar.gz", hash = "sha256:8226a33c542bcb54cd6bd0a366067b610b41713b64c9abec1bc4533d69f51e70"},
+]
+
+[package.dependencies]
+cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\""}
+
+[package.extras]
+cffi = ["cffi (>=1.11)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "~3.11"
+content-hash = "845964a3c7918f7831a940ffd3ec207f5426d46c71cfd3ec566d5fcf03449873"
diff --git a/src/indexing/pyproject.toml b/src/indexing/pyproject.toml
new file mode 100644
index 00000000..cd6ffebe
--- /dev/null
+++ b/src/indexing/pyproject.toml
@@ -0,0 +1,19 @@
+[tool.poetry]
+name = "indexing"
+version = "0.1.0"
+description = ""
+authors = ["rejasupotaro"]
+
+[tool.poetry.dependencies]
+python = "~3.11"
+amazon_product_search = { path = "../amazon-product-search", develop = true }
+apache-beam = {version = "2.50.0", extras = ["gcp"]}
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^7.2"
+pytest-cov = "^4.0.0"
+invoke = "^2.2.0"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
diff --git a/src/amazon-product-search/src/amazon_product_search/indexing/doc_pipeline.py b/src/indexing/src/indexing/doc_pipeline.py
similarity index 88%
rename from src/amazon-product-search/src/amazon_product_search/indexing/doc_pipeline.py
rename to src/indexing/src/indexing/doc_pipeline.py
index 960c8abb..cf9400b7 100644
--- a/src/amazon-product-search/src/amazon_product_search/indexing/doc_pipeline.py
+++ b/src/indexing/src/indexing/doc_pipeline.py
@@ -13,16 +13,16 @@
 from amazon_product_search.constants import DATA_DIR, DATASET_ID, HF, PROJECT_ID
 from amazon_product_search.core import source
 from amazon_product_search.core.source import Locale
-from amazon_product_search.indexing.io.elasticsearch_io import WriteToElasticsearch
-from amazon_product_search.indexing.io.vespa_io import WriteToVespa
-from amazon_product_search.indexing.options import IndexerOptions
-from amazon_product_search.indexing.transforms.add_image_url import AddImageUrlFn
-from amazon_product_search.indexing.transforms.analyze_doc import AnalyzeDocFn
-from amazon_product_search.indexing.transforms.encode_product import EncodeProduct
-from amazon_product_search.indexing.transforms.extract_keywords import (
+from indexing.io.elasticsearch_io import WriteToElasticsearch
+from indexing.io.vespa_io import WriteToVespa
+from indexing.options import IndexerOptions
+from indexing.transforms.add_image_url import AddImageUrlFn
+from indexing.transforms.analyze_doc import AnalyzeDocFn
+from indexing.transforms.encode_product import EncodeProduct
+from indexing.transforms.extract_keywords import (
     ExtractKeywordsFn,
 )
-from amazon_product_search.indexing.transforms.filters import is_indexable
+from indexing.transforms.filters import is_indexable
 
 
 def get_input_source(data_dir: str, locale: Locale, nrows: int = -1) -> PTransform:
diff --git a/src/amazon-product-search/src/amazon_product_search/indexing/feeding_pipeline.py b/src/indexing/src/indexing/feeding_pipeline.py
similarity index 89%
rename from src/amazon-product-search/src/amazon_product_search/indexing/feeding_pipeline.py
rename to src/indexing/src/indexing/feeding_pipeline.py
index a4e53417..9d378256 100644
--- a/src/amazon-product-search/src/amazon_product_search/indexing/feeding_pipeline.py
+++ b/src/indexing/src/indexing/feeding_pipeline.py
@@ -6,10 +6,10 @@
 from apache_beam.transforms.util import BatchElements
 
 from amazon_product_search.constants import DATA_DIR, DATASET_ID, PROJECT_ID
-from amazon_product_search.indexing.io.elasticsearch_io import WriteToElasticsearch
-from amazon_product_search.indexing.io.vespa_io import WriteToVespa
-from amazon_product_search.indexing.options import IndexerOptions
-from amazon_product_search.indexing.transforms.add_image_url import AddImageUrlFn
+from indexing.io.elasticsearch_io import WriteToElasticsearch
+from indexing.io.vespa_io import WriteToVespa
+from indexing.options import IndexerOptions
+from indexing.transforms.add_image_url import AddImageUrlFn
 
 
 def create_pipeline(options: IndexerOptions) -> beam.Pipeline:
diff --git a/src/amazon-product-search/src/amazon_product_search/indexing/io/elasticsearch_io.py b/src/indexing/src/indexing/io/elasticsearch_io.py
similarity index 100%
rename from src/amazon-product-search/src/amazon_product_search/indexing/io/elasticsearch_io.py
rename to src/indexing/src/indexing/io/elasticsearch_io.py
diff --git a/src/amazon-product-search/src/amazon_product_search/indexing/io/vespa_io.py b/src/indexing/src/indexing/io/vespa_io.py
similarity index 100%
rename from src/amazon-product-search/src/amazon_product_search/indexing/io/vespa_io.py
rename to src/indexing/src/indexing/io/vespa_io.py
diff --git a/src/amazon-product-search/src/amazon_product_search/indexing/options.py b/src/indexing/src/indexing/options.py
similarity index 100%
rename from src/amazon-product-search/src/amazon_product_search/indexing/options.py
rename to src/indexing/src/indexing/options.py
diff --git a/src/amazon-product-search/src/amazon_product_search/indexing/query_pipeline.py b/src/indexing/src/indexing/query_pipeline.py
similarity index 98%
rename from src/amazon-product-search/src/amazon_product_search/indexing/query_pipeline.py
rename to src/indexing/src/indexing/query_pipeline.py
index f4ed0f7b..413cbc6a 100644
--- a/src/amazon-product-search/src/amazon_product_search/indexing/query_pipeline.py
+++ b/src/indexing/src/indexing/query_pipeline.py
@@ -15,9 +15,9 @@
 from amazon_product_search.core import source
 from amazon_product_search.core.nlp.normalizer import normalize_query
 from amazon_product_search.core.source import Locale
-from amazon_product_search.indexing.options import IndexerOptions
 from dense_retrieval.encoders import SBERTEncoder
 from dense_retrieval.encoders.modules.pooler import PoolingMode
+from indexing.options import IndexerOptions
 
 
 def get_input_source(data_dir: str, locale: Locale, nrows: int = -1) -> PTransform:
diff --git a/src/amazon-product-search/src/amazon_product_search/indexing/transforms/add_image_url.py b/src/indexing/src/indexing/transforms/add_image_url.py
similarity index 100%
rename from src/amazon-product-search/src/amazon_product_search/indexing/transforms/add_image_url.py
rename to src/indexing/src/indexing/transforms/add_image_url.py
diff --git a/src/amazon-product-search/src/amazon_product_search/indexing/transforms/analyze_doc.py b/src/indexing/src/indexing/transforms/analyze_doc.py
similarity index 100%
rename from src/amazon-product-search/src/amazon_product_search/indexing/transforms/analyze_doc.py
rename to src/indexing/src/indexing/transforms/analyze_doc.py
diff --git a/src/amazon-product-search/src/amazon_product_search/indexing/transforms/encode_product.py b/src/indexing/src/indexing/transforms/encode_product.py
similarity index 100%
rename from src/amazon-product-search/src/amazon_product_search/indexing/transforms/encode_product.py
rename to src/indexing/src/indexing/transforms/encode_product.py
diff --git a/src/amazon-product-search/src/amazon_product_search/indexing/transforms/extract_keywords.py b/src/indexing/src/indexing/transforms/extract_keywords.py
similarity index 100%
rename from src/amazon-product-search/src/amazon_product_search/indexing/transforms/extract_keywords.py
rename to src/indexing/src/indexing/transforms/extract_keywords.py
diff --git a/src/amazon-product-search/src/amazon_product_search/indexing/transforms/filters.py b/src/indexing/src/indexing/transforms/filters.py
similarity index 100%
rename from src/amazon-product-search/src/amazon_product_search/indexing/transforms/filters.py
rename to src/indexing/src/indexing/transforms/filters.py
diff --git a/src/amazon-product-search/tasks/indexing_tasks.py b/src/indexing/tasks.py
similarity index 100%
rename from src/amazon-product-search/tasks/indexing_tasks.py
rename to src/indexing/tasks.py
diff --git a/src/amazon-product-search/tests/conftest.py b/src/indexing/tests/conftest.py
similarity index 100%
rename from src/amazon-product-search/tests/conftest.py
rename to src/indexing/tests/conftest.py
diff --git a/src/amazon-product-search/tests/unit/amazon_product_search/indexing/io/test_elasticsearch_io.py b/src/indexing/tests/indexing/io/test_elasticsearch_io.py
similarity index 92%
rename from src/amazon-product-search/tests/unit/amazon_product_search/indexing/io/test_elasticsearch_io.py
rename to src/indexing/tests/indexing/io/test_elasticsearch_io.py
index 2e7ce720..f29743d1 100644
--- a/src/amazon-product-search/tests/unit/amazon_product_search/indexing/io/test_elasticsearch_io.py
+++ b/src/indexing/tests/indexing/io/test_elasticsearch_io.py
@@ -4,7 +4,7 @@
 import apache_beam as beam
 from apache_beam.testing.test_pipeline import TestPipeline
 
-from amazon_product_search.indexing.io.elasticsearch_io import WriteToElasticsearch
+from indexing.io.elasticsearch_io import WriteToElasticsearch
 
 
 @patch("amazon_product_search.core.es.es_client.Elasticsearch")
diff --git a/src/amazon-product-search/tests/unit/amazon_product_search/indexing/transforms/test_add_image_url.py b/src/indexing/tests/indexing/transforms/test_add_image_url.py
similarity index 91%
rename from src/amazon-product-search/tests/unit/amazon_product_search/indexing/transforms/test_add_image_url.py
rename to src/indexing/tests/indexing/transforms/test_add_image_url.py
index f610a3e5..e337a58f 100644
--- a/src/amazon-product-search/tests/unit/amazon_product_search/indexing/transforms/test_add_image_url.py
+++ b/src/indexing/tests/indexing/transforms/test_add_image_url.py
@@ -3,7 +3,7 @@
 from apache_beam.testing.test_pipeline import TestPipeline
 from apache_beam.testing.util import assert_that, equal_to
 
-from amazon_product_search.indexing.transforms.add_image_url import AddImageUrlFn
+from indexing.transforms.add_image_url import AddImageUrlFn
 
 
 def test_add_image_url(tmp_path):
diff --git a/src/amazon-product-search/tests/unit/amazon_product_search/indexing/transforms/test_encode_product.py b/src/indexing/tests/indexing/transforms/test_encode_product.py
similarity index 86%
rename from src/amazon-product-search/tests/unit/amazon_product_search/indexing/transforms/test_encode_product.py
rename to src/indexing/tests/indexing/transforms/test_encode_product.py
index 1d4f2f9f..eba05688 100644
--- a/src/amazon-product-search/tests/unit/amazon_product_search/indexing/transforms/test_encode_product.py
+++ b/src/indexing/tests/indexing/transforms/test_encode_product.py
@@ -1,6 +1,6 @@
 import pytest
 
-from amazon_product_search.indexing.transforms.encode_product import _product_to_text
+from indexing.transforms.encode_product import _product_to_text
 
 
 @pytest.mark.parametrize(
diff --git a/src/amazon-product-search/tests/unit/amazon_product_search/indexing/transforms/test_filters.py b/src/indexing/tests/indexing/transforms/test_filters.py
similarity index 82%
rename from src/amazon-product-search/tests/unit/amazon_product_search/indexing/transforms/test_filters.py
rename to src/indexing/tests/indexing/transforms/test_filters.py
index ec5fd9bc..0df2a1e2 100644
--- a/src/amazon-product-search/tests/unit/amazon_product_search/indexing/transforms/test_filters.py
+++ b/src/indexing/tests/indexing/transforms/test_filters.py
@@ -1,6 +1,6 @@
 import pytest
 
-from amazon_product_search.indexing.transforms.filters import is_indexable
+from indexing.transforms.filters import is_indexable
 
 
 @pytest.mark.parametrize(
diff --git a/src/training/poetry.lock b/src/training/poetry.lock
index 8046cf50..3dbd1d78 100644
--- a/src/training/poetry.lock
+++ b/src/training/poetry.lock
@@ -152,18 +152,16 @@ name = "amazon-product-search"
 version = "0.1.0"
 description = ""
 optional = false
-python-versions = "3.11.8"
+python-versions = "~3.11"
 files = []
 develop = true
 
 [package.dependencies]
-amazon-product-search-dense-retrieval = {git = "https://github.com/rejasupotaro/amazon-product-search-dense-retrieval.git"}
-apache-beam = {version = "2.50.0", extras = ["gcp"]}
+dense-retrieval = {path = "../dense-retrieval", develop = true}
 docker = "^7.0.0"
 elasticsearch = "8.12.1"
 fugashi = {version = "^1.2.0", extras = ["unidic"]}
 gcsfs = "^2023.6.0"
-google-cloud-aiplatform = "^1.25.0"
 google-cloud-bigquery = {version = "^3.12.0", extras = ["pandas"]}
 ipadic = "^1.0.0"
 jinja2 = "^3.1.2"
@@ -191,36 +189,6 @@ watchdog = "^2.1.9"
 type = "directory"
 url = "../amazon-product-search"
 
-[[package]]
-name = "amazon-product-search-dense-retrieval"
-version = "0.1.0"
-description = ""
-optional = false
-python-versions = "^3.9"
-files = []
-develop = false
-
-[package.dependencies]
-annoy = "^1.17.2"
-fugashi = {version = "^1.2.0", extras = ["unidic"]}
-lightning = "^2.2.0.post0"
-more-itertools = "^9.1.0"
-onnx = "^1.14.0"
-onnxruntime = "^1.15.1"
-pandas = "^1.5.0"
-pytest = "^7.3.1"
-sentence-transformers = "^2.2.2"
-sentencepiece = "^0.1.99"
-torch = "^2.0.0"
-transformers = "^4.28.1"
-unidic-lite = "^1.0.8"
-
-[package.source]
-type = "git"
-url = "https://github.com/rejasupotaro/amazon-product-search-dense-retrieval.git"
-reference = "HEAD"
-resolved_reference = "35a920a162d16959cacd30e4c7200bee1fd681b1"
-
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -263,94 +231,6 @@ doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)",
 test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
 trio = ["trio (>=0.26.1)"]
 
-[[package]]
-name = "apache-beam"
-version = "2.50.0"
-description = "Apache Beam SDK for Python"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "apache-beam-2.50.0.zip", hash = "sha256:dcce384078c6ad7667da3bf11b19a82fcd54d1bb53e07f81ec5ca818047ad710"},
-    {file = "apache_beam-2.50.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:39204aff195f7aeb4ed9630393b408db272666ac5bb00f55125d4d259cb8cf78"},
-    {file = "apache_beam-2.50.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a6348382aea68344ad8b4ec62ff0e59f07a1345db75728b9d83ed25047090c86"},
-    {file = "apache_beam-2.50.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a045dceaffa2d429604579355e9e9410612f717830262f2186f55223ef3ecc96"},
-    {file = "apache_beam-2.50.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:267c817e93ab70557533f888c8485c056e046bf9586419834978b0e30bb53012"},
-    {file = "apache_beam-2.50.0-cp310-cp310-win32.whl", hash = "sha256:4dd1eb659025a1c89c24c366e39613fe63e485d9db1e40d8a7f8862bacc12847"},
-    {file = "apache_beam-2.50.0-cp310-cp310-win_amd64.whl", hash = "sha256:ef2ecc6d79e63564f490ce7368b2608b3d9a9cbfcf64c8139029da05b7c89a09"},
-    {file = "apache_beam-2.50.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d0c76f674ea6e90c84c348885bb6bfabf30b83d18bfa7e1406d5aab9f49ce208"},
-    {file = "apache_beam-2.50.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4d72ec255f4d6392edc58a2afc1048d5ec445bb6422b96ee9a66a91bc390b6cb"},
-    {file = "apache_beam-2.50.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a6ebe43c0d02f2dea98f4c1c15e905e1bab8963f99e3e31180be17af1c45ee2d"},
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-    {file = "apache_beam-2.50.0-cp311-cp311-win_amd64.whl", hash = "sha256:221e3d286f62ad46a5dd58e04de634a0553404249f4ddeecd6be69ecc6d84926"},
-    {file = "apache_beam-2.50.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:a937e8c5add7fb0cfa4cd6f2d01af1c274f84976be83c045b9ef3bb83d900391"},
-    {file = "apache_beam-2.50.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4ac9f8de7fbadbe4aae3292ce73e06c5f239dfc178831f1c8263c22197a80bba"},
-    {file = "apache_beam-2.50.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:cd6370689963a44eeb5e946904d6cd03cec674a8ed0a5af20b3c30c647e564e8"},
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-    {file = "apache_beam-2.50.0-cp38-cp38-win32.whl", hash = "sha256:a957dd96b4db0099958c10d6e9c18669e130fa8359341e31c441f6899a57b939"},
-    {file = "apache_beam-2.50.0-cp38-cp38-win_amd64.whl", hash = "sha256:ae6ed762120f27df2d26620f517a771f55cad89697df521f7f14b8ad0af8451d"},
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-    {file = "apache_beam-2.50.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9850d998a6d80c9989a0a0297c96b1e47ee281a3e9e7577f0a301b83ab193d6e"},
-    {file = "apache_beam-2.50.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1a811e10929f8c320e562c4071eebe33923d047ae897e2c1017c146c7ea1faca"},
-    {file = "apache_beam-2.50.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d8624a058ad615ff434bf63fac3cb98e777d4a51d6b03c282dfd912313d3a018"},
-    {file = "apache_beam-2.50.0-cp39-cp39-win32.whl", hash = "sha256:dd0b6e4483305d230ee7f7af8d1044256cd5b1aa832085f9898da31bf0cb2e80"},
-    {file = "apache_beam-2.50.0-cp39-cp39-win_amd64.whl", hash = "sha256:62db20b3b3e4920c13abd4379d42666b4c3eab217c1b7d3855dae4deb99d240b"},
-]
-
-[package.dependencies]
-cachetools = {version = ">=3.1.0,<6", optional = true, markers = "extra == \"gcp\""}
-cloudpickle = ">=2.2.1,<2.3.0"
-crcmod = ">=1.7,<2.0"
-dill = ">=0.3.1.1,<0.3.2"
-fastavro = ">=0.23.6,<2"
-fasteners = ">=0.3,<1.0"
-google-api-core = {version = ">=2.0.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-apitools = {version = ">=0.5.31,<0.5.32", optional = true, markers = "extra == \"gcp\""}
-google-auth = {version = ">=1.18.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-auth-httplib2 = {version = ">=0.1.0,<0.2.0", optional = true, markers = "extra == \"gcp\""}
-google-cloud-aiplatform = {version = ">=1.26.0,<2.0", optional = true, markers = "extra == \"gcp\""}
-google-cloud-bigquery = {version = ">=2.0.0,<4", optional = true, markers = "extra == \"gcp\""}
-google-cloud-bigquery-storage = {version = ">=2.6.3,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-bigtable = {version = ">=2.19.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-core = {version = ">=2.0.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-datastore = {version = ">=2.0.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-dlp = {version = ">=3.0.0,<4", optional = true, markers = "extra == \"gcp\""}
-google-cloud-language = {version = ">=2.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-pubsub = {version = ">=2.1.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-pubsublite = {version = ">=1.2.0,<2", optional = true, markers = "extra == \"gcp\""}
-google-cloud-recommendations-ai = {version = ">=0.1.0,<0.11.0", optional = true, markers = "extra == \"gcp\""}
-google-cloud-spanner = {version = ">=3.0.0,<4", optional = true, markers = "extra == \"gcp\""}
-google-cloud-videointelligence = {version = ">=2.0,<3", optional = true, markers = "extra == \"gcp\""}
-google-cloud-vision = {version = ">=2,<4", optional = true, markers = "extra == \"gcp\""}
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-objsize = ">=0.6.1,<0.7.0"
-orjson = "<4.0"
-proto-plus = ">=1.7.1,<2"
-protobuf = ">=3.20.3,<4.24.0"
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-pytz = ">=2018.3"
-regex = ">=2020.6.8"
-requests = ">=2.24.0,<3.0.0"
-typing-extensions = ">=3.7.0"
-zstandard = ">=0.18.0,<1"
-
-[package.extras]
-aws = ["boto3 (>=1.9,<2)"]
-azure = ["azure-core (>=1.7.0,<2)", "azure-identity (>=1.12.0,<2)", "azure-storage-blob (>=12.3.2,<13)"]
-dask = ["dask (>=2022.6)", "distributed (>=2022.6)"]
-dataframe = ["pandas (>=1.4.3,!=1.5.0,!=1.5.1,<1.6)"]
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-gcp = ["cachetools (>=3.1.0,<6)", "google-api-core (>=2.0.0,<3)", "google-apitools (>=0.5.31,<0.5.32)", "google-auth (>=1.18.0,<3)", "google-auth-httplib2 (>=0.1.0,<0.2.0)", "google-cloud-aiplatform (>=1.26.0,<2.0)", "google-cloud-bigquery (>=2.0.0,<4)", "google-cloud-bigquery-storage (>=2.6.3,<3)", "google-cloud-bigtable (>=2.19.0,<3)", "google-cloud-core (>=2.0.0,<3)", "google-cloud-datastore (>=2.0.0,<3)", "google-cloud-dlp (>=3.0.0,<4)", "google-cloud-language (>=2.0,<3)", "google-cloud-pubsub (>=2.1.0,<3)", "google-cloud-pubsublite (>=1.2.0,<2)", "google-cloud-recommendations-ai (>=0.1.0,<0.11.0)", "google-cloud-spanner (>=3.0.0,<4)", "google-cloud-videointelligence (>=2.0,<3)", "google-cloud-vision (>=2,<4)"]
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-interactive-test = ["chromedriver-binary (>=100,<114)", "needle (>=0.5.0,<1)", "pillow (>=7.1.1,<10)"]
-test = ["cryptography (>=41.0.2)", "freezegun (>=0.3.12)", "hypothesis (>5.0.0,<=7.0.0)", "joblib (>=1.0.1)", "mock (>=1.0.1,<6.0.0)", "pandas (<2.0.0)", "parameterized (>=0.7.1,<0.10.0)", "psycopg2-binary (>=2.8.5,<3.0.0)", "pyhamcrest (>=1.9,!=1.10.0,<3.0.0)", "pytest (>=7.1.2,<8.0)", "pytest-timeout (>=2.1.0,<3)", "pytest-xdist (>=2.5.0,<4)", "pyyaml (>=3.12,<7.0.0)", "requests-mock (>=1.7,<2.0)", "scikit-learn (>=0.20.0)", "sqlalchemy (>=1.3,<2.0)", "tenacity (>=8.0.0,<9)", "testcontainers[mysql] (>=3.0.3,<4.0.0)"]
-
 [[package]]
 name = "attrs"
 version = "24.2.0"
@@ -599,17 +479,6 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
-[[package]]
-name = "cloudpickle"
-version = "2.2.1"
-description = "Extended pickling support for Python objects"
-optional = false
-python-versions = ">=3.6"
-files = [
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-]
-
 [[package]]
 name = "cmake"
 version = "3.30.5"
@@ -742,16 +611,6 @@ files = [
 [package.extras]
 toml = ["tomli"]
 
-[[package]]
-name = "crcmod"
-version = "1.7"
-description = "CRC Generator"
-optional = false
-python-versions = "*"
-files = [
-    {file = "crcmod-1.7.tar.gz", hash = "sha256:dc7051a0db5f2bd48665a990d3ec1cc305a466a77358ca4492826f41f283601e"},
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-
 [[package]]
 name = "cryptography"
 version = "43.0.3"
@@ -830,34 +689,32 @@ files = [
 ]
 
 [[package]]
-name = "deprecated"
-version = "1.2.14"
-description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
+name = "dense-retrieval"
+version = "0.1.0"
+description = ""
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "Deprecated-1.2.14-py2.py3-none-any.whl", hash = "sha256:6fac8b097794a90302bdbb17b9b815e732d3c4720583ff1b198499d78470466c"},
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-]
+python-versions = "~3.11"
+files = []
+develop = true
 
 [package.dependencies]
-wrapt = ">=1.10,<2"
-
-[package.extras]
-dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
-
-[[package]]
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-version = "0.3.1.1"
-description = "serialize all of python"
-optional = false
-python-versions = ">=2.6, !=3.0.*"
-files = [
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+annoy = "^1.17.2"
+fugashi = {version = "^1.2.0", extras = ["unidic"]}
+lightning = "^2.2.0.post0"
+more-itertools = "^9.1.0"
+onnx = "^1.14.0"
+onnxruntime = "^1.15.1"
+pandas = "^1.5.0"
+pytest = "^7.3.1"
+sentence-transformers = "^2.2.2"
+sentencepiece = "^0.1.99"
+torch = "^2.0.0"
+transformers = "^4.28.1"
+unidic-lite = "^1.0.8"
 
-[package.extras]
-graph = ["objgraph (>=1.7.2)"]
+[package.source]
+type = "directory"
+url = "../dense-retrieval"
 
 [[package]]
 name = "distro"
@@ -870,26 +727,6 @@ files = [
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-[[package]]
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-python-versions = ">=3.9"
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-idna = ["idna (>=3.7)"]
-trio = ["trio (>=0.23)"]
-wmi = ["wmi (>=1.5.1)"]
-
 [[package]]
 name = "docker"
 version = "7.1.0"
@@ -912,16 +749,6 @@ docs = ["myst-parser (==0.18.0)", "sphinx (==5.1.1)"]
 ssh = ["paramiko (>=2.4.3)"]
 websockets = ["websocket-client (>=1.3.0)"]
 
-[[package]]
-name = "docopt"
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-description = "Pythonic argument parser, that will make you smile"
-optional = false
-python-versions = "*"
-files = [
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-
 [[package]]
 name = "docstring-parser"
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@@ -969,63 +796,6 @@ elastic-transport = ">=8,<9"
 async = ["aiohttp (>=3,<4)"]
 requests = ["requests (>=2.4.0,<3.0.0)"]
 
-[[package]]
-name = "fastavro"
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-description = "Fast read/write of AVRO files"
-optional = false
-python-versions = ">=3.8"
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-]
-
-[package.extras]
-codecs = ["cramjam", "lz4", "zstandard"]
-lz4 = ["lz4"]
-snappy = ["cramjam"]
-zstandard = ["zstandard"]
-
-[[package]]
-name = "fasteners"
-version = "0.19"
-description = "A python package that provides useful locks"
-optional = false
-python-versions = ">=3.6"
-files = [
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-
 [[package]]
 name = "filelock"
 version = "3.16.1"
@@ -1302,27 +1072,6 @@ grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
-[[package]]
-name = "google-apitools"
-version = "0.5.31"
-description = "client libraries for humans"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-files = [
-    {file = "google-apitools-0.5.31.tar.gz", hash = "sha256:4af0dd6dd4582810690251f0b57a97c1873dadfda54c5bc195844c8907624170"},
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-]
-
-[package.dependencies]
-fasteners = ">=0.14"
-httplib2 = ">=0.8"
-oauth2client = ">=1.4.12"
-six = ">=1.12.0"
-
-[package.extras]
-cli = ["python-gflags (>=3.0.6)"]
-testing = ["mock (>=1.0.1)"]
-
 [[package]]
 name = "google-auth"
 version = "2.35.0"
@@ -1346,21 +1095,6 @@ pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
 
-[[package]]
-name = "google-auth-httplib2"
-version = "0.1.1"
-description = "Google Authentication Library: httplib2 transport"
-optional = false
-python-versions = "*"
-files = [
-    {file = "google-auth-httplib2-0.1.1.tar.gz", hash = "sha256:c64bc555fdc6dd788ea62ecf7bccffcf497bf77244887a3f3d7a5a02f8e3fc29"},
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-]
-
-[package.dependencies]
-google-auth = "*"
-httplib2 = ">=0.19.0"
-
 [[package]]
 name = "google-auth-oauthlib"
 version = "1.2.1"
@@ -1460,50 +1194,6 @@ opentelemetry = ["opentelemetry-api (>=1.1.0)", "opentelemetry-instrumentation (
 pandas = ["db-dtypes (>=0.3.0,<2.0.0dev)", "importlib-metadata (>=1.0.0)", "pandas (>=1.1.0)", "pyarrow (>=3.0.0)"]
 tqdm = ["tqdm (>=4.7.4,<5.0.0dev)"]
 
-[[package]]
-name = "google-cloud-bigquery-storage"
-version = "2.27.0"
-description = "Google Cloud Bigquery Storage API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google_cloud_bigquery_storage-2.27.0-py2.py3-none-any.whl", hash = "sha256:3bfa8f74a61ceaffd3bfe90be5bbef440ad81c1c19ac9075188cccab34bffc2b"},
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-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.0,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<3.0.0dev"
-proto-plus = {version = ">=1.22.2,<2.0.0dev", markers = "python_version >= \"3.11\""}
-protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
-
-[package.extras]
-fastavro = ["fastavro (>=0.21.2)"]
-pandas = ["importlib-metadata (>=1.0.0)", "pandas (>=0.21.1)"]
-pyarrow = ["pyarrow (>=0.15.0)"]
-
-[[package]]
-name = "google-cloud-bigtable"
-version = "2.26.0"
-description = "Google Cloud Bigtable API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google_cloud_bigtable-2.26.0-py2.py3-none-any.whl", hash = "sha256:094f28c6e6792f8cabf07c4d9c1c5ec98e805a255683145f297e84a059c4ea16"},
-    {file = "google_cloud_bigtable-2.26.0.tar.gz", hash = "sha256:83cf10adb3333484b399efae5a4d241217c1885c63fdb9b04c269301762b18b7"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=2.16.0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-google-cloud-core = ">=1.4.4,<3.0.0dev"
-grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
-
-[package.extras]
-libcst = ["libcst (>=0.2.5)"]
-
 [[package]]
 name = "google-cloud-core"
 version = "2.4.1"
@@ -1522,121 +1212,6 @@ google-auth = ">=1.25.0,<3.0dev"
 [package.extras]
 grpc = ["grpcio (>=1.38.0,<2.0dev)", "grpcio-status (>=1.38.0,<2.0.dev0)"]
 
-[[package]]
-name = "google-cloud-datastore"
-version = "2.20.1"
-description = "Google Cloud Datastore API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google_cloud_datastore-2.20.1-py2.py3-none-any.whl", hash = "sha256:b9383af24d8e90ed6c5d161d72411d82efd9b21c051fa6f4bbd743a49d37ffb3"},
-    {file = "google_cloud_datastore-2.20.1.tar.gz", hash = "sha256:07950b9c8865087c565f45fa3fdd7a05d4c3d99adf79e10c3f596ff08a7d9bba"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.0,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-google-cloud-core = ">=1.4.0,<3.0.0dev"
-proto-plus = {version = ">=1.22.2,<2.0.0dev", markers = "python_version >= \"3.11\""}
-protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
-
-[package.extras]
-libcst = ["libcst (>=0.2.5)"]
-
-[[package]]
-name = "google-cloud-dlp"
-version = "3.25.0"
-description = "Google Cloud Dlp API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google_cloud_dlp-3.25.0-py2.py3-none-any.whl", hash = "sha256:3f8de4afb9b7c802da0d5efdd8b8a29cdb630ea92eb11544ebade20d0586d753"},
-    {file = "google_cloud_dlp-3.25.0.tar.gz", hash = "sha256:4296701976e8a9b3b8ad3e6e208114696efc53256047f06cf6d4eae91dfd3d46"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
-
-[[package]]
-name = "google-cloud-language"
-version = "2.15.0"
-description = "Google Cloud Language API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google_cloud_language-2.15.0-py2.py3-none-any.whl", hash = "sha256:50a6d2d5ad56059426eb28d892ac962037a1edab79fbd31ba58b6062d4396dc2"},
-    {file = "google_cloud_language-2.15.0.tar.gz", hash = "sha256:ad7b2373d1e003f67440b79dcf5a923644a7d99135b3728bf38d72b05fe2f32d"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
-
-[[package]]
-name = "google-cloud-pubsub"
-version = "2.26.1"
-description = "Google Cloud Pub/Sub API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google_cloud_pubsub-2.26.1-py2.py3-none-any.whl", hash = "sha256:932d4434d86af25673082b48d54b318a448d1a7cd718404c33bf008ae9a8bb22"},
-    {file = "google_cloud_pubsub-2.26.1.tar.gz", hash = "sha256:d46a302c2c7a008e399f4c04b4be6341d8aa7a537a25810ec8d38a5c125f816d"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.0,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<3.0.0dev"
-grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
-grpcio = ">=1.51.3,<2.0dev"
-grpcio-status = ">=1.33.2"
-opentelemetry-api = {version = ">=1.27.0", markers = "python_version >= \"3.8\""}
-opentelemetry-sdk = {version = ">=1.27.0", markers = "python_version >= \"3.8\""}
-proto-plus = {version = ">=1.22.2,<2.0.0dev", markers = "python_version >= \"3.11\""}
-protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
-
-[package.extras]
-libcst = ["libcst (>=0.3.10)"]
-
-[[package]]
-name = "google-cloud-pubsublite"
-version = "1.11.1"
-description = "Google Cloud Pubsublite API client library"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "google_cloud_pubsublite-1.11.1-py2.py3-none-any.whl", hash = "sha256:8aa76f709d18c5bf730b3c6e49f0eefe80323d6c48972126ae02d032ce1a892d"},
-    {file = "google_cloud_pubsublite-1.11.1.tar.gz", hash = "sha256:ead04b2826e6426d49d6eee0cec5049cfbea5daed6adab276b64856f4dd7b87e"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.33.2,<2.0.dev0 || >=2.8.dev0,<3.0.0dev", extras = ["grpc"]}
-google-cloud-pubsub = ">=2.10.0,<3.0.0dev"
-grpcio = ">=1.38.1,<2.0.0dev"
-grpcio-status = ">=1.38.1,<2.0.0dev"
-overrides = ">=6.0.1,<8.0.0"
-
-[[package]]
-name = "google-cloud-recommendations-ai"
-version = "0.10.13"
-description = "Google Cloud Recommendations Ai API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google_cloud_recommendations_ai-0.10.13-py2.py3-none-any.whl", hash = "sha256:9a25967375296c5fdc38f6c3e34f46811f74b02fe53c8f4dca1b7b60232fad6e"},
-    {file = "google_cloud_recommendations_ai-0.10.13.tar.gz", hash = "sha256:0f320b11d3f7c19b91aadaeddcd5b5ca210171799f6c9e88f22b1d2f47ef1b73"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
-
 [[package]]
 name = "google-cloud-resource-manager"
 version = "1.13.0"
@@ -1655,30 +1230,6 @@ grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
 proto-plus = ">=1.22.3,<2.0.0dev"
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
 
-[[package]]
-name = "google-cloud-spanner"
-version = "3.49.1"
-description = "Google Cloud Spanner API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google_cloud_spanner-3.49.1-py2.py3-none-any.whl", hash = "sha256:261eafb63b0dd55256afcb5f7149b7527e55b5c8aca8059f77771dfe935ab03b"},
-    {file = "google_cloud_spanner-3.49.1.tar.gz", hash = "sha256:c064d1175319f8c9b634a3888de226f4ec70493f7ec08a45321a4b17a47fc3ca"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.0,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-cloud-core = ">=1.4.4,<3.0dev"
-grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
-grpc-interceptor = ">=0.15.4"
-proto-plus = {version = ">=1.22.2,<2.0.0dev", markers = "python_version >= \"3.11\""}
-protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
-sqlparse = ">=0.4.4"
-
-[package.extras]
-libcst = ["libcst (>=0.2.5)"]
-tracing = ["opentelemetry-api (>=1.1.0)", "opentelemetry-instrumentation (>=0.20b0,<0.23dev)", "opentelemetry-sdk (>=1.1.0)"]
-
 [[package]]
 name = "google-cloud-storage"
 version = "2.18.2"
@@ -1702,40 +1253,6 @@ requests = ">=2.18.0,<3.0.0dev"
 protobuf = ["protobuf (<6.0.0dev)"]
 tracing = ["opentelemetry-api (>=1.1.0)"]
 
-[[package]]
-name = "google-cloud-videointelligence"
-version = "2.14.0"
-description = "Google Cloud Videointelligence API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google_cloud_videointelligence-2.14.0-py2.py3-none-any.whl", hash = "sha256:ad0e4f5828a0d6fe2987bfc977a752d1985aae5c7f4dcefcf8e896f513c1110e"},
-    {file = "google_cloud_videointelligence-2.14.0.tar.gz", hash = "sha256:1c1945234b56f702f846fdc7785b583b059bdd85eb4595bfa27c05145a5d55ef"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
-
-[[package]]
-name = "google-cloud-vision"
-version = "3.8.0"
-description = "Google Cloud Vision API client library"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "google_cloud_vision-3.8.0-py2.py3-none-any.whl", hash = "sha256:cf63d8dbd1d1b5ead11eb061aeedbe139105029de7558f5bfbcd7b9abeaf6476"},
-    {file = "google_cloud_vision-3.8.0.tar.gz", hash = "sha256:591c9d1ca26308f10557fd0b1feccebaa7a65199f7027b77dc7311820400720b"},
-]
-
-[package.dependencies]
-google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
-google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
-proto-plus = ">=1.22.3,<2.0.0dev"
-protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
-
 [[package]]
 name = "google-crc32c"
 version = "1.6.0"
@@ -1827,23 +1344,6 @@ googleapis-common-protos = {version = ">=1.56.0,<2.0.0dev", extras = ["grpc"]}
 grpcio = ">=1.44.0,<2.0.0dev"
 protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
 
-[[package]]
-name = "grpc-interceptor"
-version = "0.15.4"
-description = "Simplifies gRPC interceptors"
-optional = false
-python-versions = ">=3.7,<4.0"
-files = [
-    {file = "grpc-interceptor-0.15.4.tar.gz", hash = "sha256:1f45c0bcb58b6f332f37c637632247c9b02bc6af0fdceb7ba7ce8d2ebbfb0926"},
-    {file = "grpc_interceptor-0.15.4-py3-none-any.whl", hash = "sha256:0035f33228693ed3767ee49d937bac424318db173fef4d2d0170b3215f254d9d"},
-]
-
-[package.dependencies]
-grpcio = ">=1.49.1,<2.0.0"
-
-[package.extras]
-testing = ["protobuf (>=4.21.9)"]
-
 [[package]]
 name = "grpcio"
 version = "1.67.1"
@@ -1938,26 +1438,6 @@ files = [
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
 ]
 
-[[package]]
-name = "hdfs"
-version = "2.7.3"
-description = "HdfsCLI: API and command line interface for HDFS."
-optional = false
-python-versions = "*"
-files = [
-    {file = "hdfs-2.7.3.tar.gz", hash = "sha256:752a21e43f82197dce43697c73f454ba490838108c73a57a9247efb66d1c0479"},
-]
-
-[package.dependencies]
-docopt = "*"
-requests = ">=2.7.0"
-six = ">=1.9.0"
-
-[package.extras]
-avro = ["fastavro (>=0.21.19)"]
-dataframe = ["fastavro (>=0.21.19)", "pandas (>=0.14.1)"]
-kerberos = ["requests-kerberos (>=0.7.0)"]
-
 [[package]]
 name = "httpcore"
 version = "1.0.6"
@@ -1979,20 +1459,6 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 trio = ["trio (>=0.22.0,<1.0)"]
 
-[[package]]
-name = "httplib2"
-version = "0.22.0"
-description = "A comprehensive HTTP client library."
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "httplib2-0.22.0-py3-none-any.whl", hash = "sha256:14ae0a53c1ba8f3d37e9e27cf37eabb0fb9980f435ba405d546948b009dd64dc"},
-    {file = "httplib2-0.22.0.tar.gz", hash = "sha256:d7a10bc5ef5ab08322488bde8c726eeee5c8618723fdb399597ec58f3d82df81"},
-]
-
-[package.dependencies]
-pyparsing = {version = ">=2.4.2,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.0.2 || >3.0.2,<3.0.3 || >3.0.3,<4", markers = "python_version > \"3.0\""}
-
 [[package]]
 name = "httpx"
 version = "0.27.2"
@@ -2080,25 +1546,6 @@ files = [
 [package.extras]
 all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
-[[package]]
-name = "importlib-metadata"
-version = "8.4.0"
-description = "Read metadata from Python packages"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "importlib_metadata-8.4.0-py3-none-any.whl", hash = "sha256:66f342cc6ac9818fc6ff340576acd24d65ba0b3efabb2b4ac08b598965a4a2f1"},
-    {file = "importlib_metadata-8.4.0.tar.gz", hash = "sha256:9a547d3bc3608b025f93d403fdd1aae741c24fbb8314df4b155675742ce303c5"},
-]
-
-[package.dependencies]
-zipp = ">=0.5"
-
-[package.extras]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
-
 [[package]]
 name = "iniconfig"
 version = "2.0.0"
@@ -2881,24 +2328,6 @@ files = [
 setuptools = "*"
 wheel = "*"
 
-[[package]]
-name = "oauth2client"
-version = "4.1.3"
-description = "OAuth 2.0 client library"
-optional = false
-python-versions = "*"
-files = [
-    {file = "oauth2client-4.1.3-py2.py3-none-any.whl", hash = "sha256:b8a81cc5d60e2d364f0b1b98f958dbd472887acaf1a5b05e21c28c31a2d6d3ac"},
-    {file = "oauth2client-4.1.3.tar.gz", hash = "sha256:d486741e451287f69568a4d26d70d9acd73a2bbfa275746c535b4209891cccc6"},
-]
-
-[package.dependencies]
-httplib2 = ">=0.9.1"
-pyasn1 = ">=0.1.7"
-pyasn1-modules = ">=0.0.5"
-rsa = ">=3.1.4"
-six = ">=1.6.1"
-
 [[package]]
 name = "oauthlib"
 version = "3.2.2"
@@ -2915,20 +2344,6 @@ rsa = ["cryptography (>=3.0.0)"]
 signals = ["blinker (>=1.4.0)"]
 signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
-[[package]]
-name = "objsize"
-version = "0.6.1"
-description = "Traversal over Python's objects subtree and calculate the total size of the subtree in bytes (deep size)."
-optional = false
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